{"id":"W4411816122","doi":"10.59998/2025-14-1-2300","title":"Introduction","year":2025,"lang":"en","type":"article","venue":"The world of music/The world of music","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cape Breton University","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002967966,0.0006762663,0.0009422699,0.001316894,0.0007440473,0.0001137392,0.002524894,0.0001066251,0.003319005],"category_scores_gemma":[0.0002054769,0.0004275492,0.0006231622,0.007960448,0.0019459,0.000304273,0.0008128483,0.001097496,0.001140598],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002870352,"about_ca_system_score_gemma":0.0002956481,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007511481,"about_ca_topic_score_gemma":0.07457895,"domain_scores_codex":[0.9944788,0.0007704562,0.001570539,0.0009323245,0.001297062,0.0009508762],"domain_scores_gemma":[0.9933782,0.001300222,0.001156777,0.003490311,0.000559755,0.000114724],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000364969,0.0003629607,0.0007229026,0.0001516624,0.0004516184,0.00000505454,0.000956071,0.001070474,0.01507107,0.04884534,0.9112245,0.02077337],"study_design_scores_gemma":[0.001347676,0.00007018711,0.01708749,0.0002714453,0.000625192,0.0000156625,0.0005086105,0.0005811717,0.0109851,0.006247498,0.9617881,0.0004719285],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4208533,0.007489509,0.0009447589,0.162874,0.02396839,0.008958418,0.0004557217,0.001504306,0.3729516],"genre_scores_gemma":[0.8869874,0.00001522437,0.0004488893,0.002544493,0.002782143,0.0001623007,0.00003341745,0.0001669151,0.1068592],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4661342,"threshold_uncertainty_score":0.9998176,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01729568334380507,"score_gpt":0.2510488309583403,"score_spread":0.2337531476145352,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}